{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "collapsed": true,
    "ExecuteTime": {
     "end_time": "2023-05-09T10:56:13.551482Z",
     "start_time": "2023-05-09T10:56:06.273452400Z"
    }
   },
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import pandas as pd\n",
    "from sklearn.preprocessing import StandardScaler\n",
    "from sklearn.model_selection import train_test_split\n",
    "from sklearn.metrics import mean_squared_error, mean_absolute_error\n",
    "from sklearn.datasets import fetch_california_housing\n",
    "import torch\n",
    "import torch.nn as nn\n",
    "import torch.nn.functional as F\n",
    "from torch.optim import SGD\n",
    "import torch.utils.data as Data\n",
    "import matplotlib.pyplot as plt\n",
    "import seaborn as sns"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "outputs": [],
   "source": [
    "# 导入数据\n",
    "housdata = fetch_california_housing()\n",
    "# 划分训练集和测试集\n",
    "X_train, X_test, y_train, y_test = train_test_split(housdata.data, housdata.target, test_size=0.3, random_state=42)\n",
    "# 数据标准化处理\n",
    "scale = StandardScaler()\n",
    "X_train_s = scale.fit_transform(X_train)\n",
    "X_test_s = scale.transform(X_test)\n",
    "## 将训练数据集处理为数据表，方便查看数据情况\n",
    "housdatadf = pd.DataFrame(data=X_train_s, columns=housdata.feature_names)\n",
    "housdatadf[\"target\"] = y_train"
   ],
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "end_time": "2023-05-09T11:02:06.466071500Z",
     "start_time": "2023-05-09T11:01:48.339452100Z"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "outputs": [
    {
     "data": {
      "text/plain": "<Figure size 800x600 with 2 Axes>",
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "datacor = np.corrcoef(housdatadf.values, rowvar=False)\n",
    "datacor = pd.DataFrame(data=datacor, columns=housdatadf.columns, index=housdatadf.columns)\n",
    "plt.figure(figsize=(8, 6))\n",
    "ax = sns.heatmap(datacor, square=True, annot=True, fmt=\".3f\", linewidths=.5, cmap=\"YlGnBu\", cbar_kws={\"fraction\": 0.046, \"pad\": 0.03})\n",
    "plt.show()"
   ],
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "end_time": "2023-05-09T11:06:54.939426700Z",
     "start_time": "2023-05-09T11:06:54.490365Z"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "outputs": [],
   "source": [
    "# 将数据集转化为张量\n",
    "train_xt = torch.from_numpy(X_train_s.astype(np.float32))\n",
    "train_yt = torch.from_numpy(y_train.astype(np.float32))\n",
    "test_xt = torch.from_numpy(X_test_s.astype(np.float32))\n",
    "test_yt = torch.from_numpy(y_test.astype(np.float32))\n",
    "# 将训练集处理成数据加载器\n",
    "train_data = Data.TensorDataset(train_xt, train_yt)\n",
    "test_data = Data.TensorDataset(test_xt, test_yt)\n",
    "train_loader = Data.DataLoader(dataset=train_data, batch_size=64, shuffle=True, num_workers=1)"
   ],
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "end_time": "2023-05-09T11:13:20.693241600Z",
     "start_time": "2023-05-09T11:13:20.668051400Z"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "MLPregression(\n",
      "  (hidden1): Linear(in_features=8, out_features=100, bias=True)\n",
      "  (hidden2): Linear(in_features=100, out_features=100, bias=True)\n",
      "  (hidden3): Linear(in_features=100, out_features=50, bias=True)\n",
      "  (predict): Linear(in_features=50, out_features=1, bias=True)\n",
      ")\n"
     ]
    }
   ],
   "source": [
    "class MLPregression(nn.Module):\n",
    "    def __init__(self):\n",
    "        super(MLPregression, self).__init__()\n",
    "        # 定义第一个隐藏层\n",
    "        self.hidden1 = nn.Linear(in_features=8, out_features=100, bias=True)\n",
    "        # 定义第二个隐藏层\n",
    "        self.hidden2 = nn.Linear(100, 100)\n",
    "        # 定义第三个隐藏层\n",
    "        self.hidden3 = nn.Linear(100, 50)\n",
    "        # 回归预测层\n",
    "        self.predict = nn.Linear(50, 1)\n",
    "\n",
    "    # 定义前向传播\n",
    "    def forward(self, x):\n",
    "        x = F.relu(self.hidden1(x))\n",
    "        x = F.relu(self.hidden2(x))\n",
    "        x = F.relu(self.hidden3(x))\n",
    "        output = self.predict(x)\n",
    "        # 输出一个一维向量\n",
    "        return output[:, 0]\n",
    "\n",
    "mlpreg = MLPregression()\n",
    "print(mlpreg)"
   ],
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "end_time": "2023-05-09T11:21:44.491577100Z",
     "start_time": "2023-05-09T11:21:44.436088200Z"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "outputs": [],
   "source": [
    "# 定义优化器\n",
    "optimizer = torch.optim.SGD(mlpreg.parameters(), lr=0.01)\n",
    "loss_func = nn.MSELoss()  # 均方根误差损失函数\n",
    "train_loss_all = []\n",
    "# 对所有模型进行迭代训练，对所有的数据训练 epoch 轮\n",
    "for epoch in range(30):\n",
    "    train_loss = 0\n",
    "    train_num = 0\n",
    "    # 对训练数据的加载器进行迭代计算\n",
    "    for step, (b_x, b_y) in enumerate(train_loader):\n",
    "        output = mlpreg(b_x)  # MLP在训练batch上的输出\n",
    "        loss = loss_func(output, b_y)  # 均方根误差损失函数\n",
    "        optimizer.zero_grad()  # 每个迭代步的梯度初始化为0\n",
    "        loss.backward()  # 损失的后向传播，计算梯度\n",
    "        optimizer.step()  # 使用梯度进行优化\n",
    "        train_loss += loss.item() * b_x.size(0)\n",
    "        train_num += b_x.size(0)\n",
    "    train_loss_all.append(train_loss / train_num)"
   ],
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "end_time": "2023-05-09T11:38:50.456371800Z",
     "start_time": "2023-05-09T11:37:24.194226400Z"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "outputs": [
    {
     "data": {
      "text/plain": "<Figure size 1000x600 with 1 Axes>",
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 可视化损失函数的变化情况\n",
    "plt.figure(figsize=(10, 6))\n",
    "plt.plot(train_loss_all, \"ro-\", label = \"Train loss\")\n",
    "plt.legend()\n",
    "plt.grid()\n",
    "plt.xlabel(\"epoch\")\n",
    "plt.ylabel(\"Loss\")\n",
    "plt.show()"
   ],
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "end_time": "2023-05-09T11:40:33.393244900Z",
     "start_time": "2023-05-09T11:40:33.200536700Z"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "在测试集上的绝对值误差为 : 0.3920646556866754\n"
     ]
    }
   ],
   "source": [
    "# 对测试集进行预测\n",
    "pre_Y = mlpreg(test_xt)\n",
    "pre_Y = pre_Y.data.numpy()\n",
    "mae = mean_absolute_error(y_test, pre_Y)\n",
    "print(\"在测试集上的绝对值误差为 :\", mae)"
   ],
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "end_time": "2023-05-09T11:42:48.102065400Z",
     "start_time": "2023-05-09T11:42:48.081175400Z"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "outputs": [
    {
     "data": {
      "text/plain": "<Figure size 1200x500 with 1 Axes>",
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 可视化在测试集上真实值和预测值的差异\n",
    "index = np.argsort(y_test)\n",
    "plt.figure(figsize=(12, 5))\n",
    "plt.plot(np.arange(len(y_test)), y_test[index], \"r\", label=\"Original Y\")\n",
    "plt.scatter(np.arange(len(pre_Y)), pre_Y[index], s=3, c=\"b\", label=\"Prediction\")\n",
    "plt.legend(loc=\"upper left\")\n",
    "plt.grid()\n",
    "plt.xlabel(\"Index\")\n",
    "plt.ylabel(\"Y\")\n",
    "plt.show()"
   ],
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "end_time": "2023-05-09T11:47:00.443983800Z",
     "start_time": "2023-05-09T11:47:00.208491500Z"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "outputs": [],
   "source": [],
   "metadata": {
    "collapsed": false
   }
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 2
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython2",
   "version": "2.7.6"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 0
}
